Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 2240 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 179 |
| Duplicate rows (%) | 8.0% |
| Total size in memory | 332.6 KiB |
| Average record size in memory | 152.1 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 9 |
| Dataset has 179 (8.0%) duplicate rows | Duplicates |
Income is highly overall correlated with NumWebPurchases and 4 other fields | High correlation |
NumWebPurchases is highly overall correlated with Income and 3 other fields | High correlation |
NumCatalogPurchases is highly overall correlated with Income and 4 other fields | High correlation |
NumStorePurchases is highly overall correlated with Income and 3 other fields | High correlation |
NumWebVisitsMonth is highly overall correlated with Income and 1 other fields | High correlation |
Total_Spending is highly overall correlated with Income and 4 other fields | High correlation |
AcceptedCmp5 is highly overall correlated with Total_Spending | High correlation |
AcceptedCmp3 is highly imbalanced (62.4%) | Imbalance |
AcceptedCmp4 is highly imbalanced (61.7%) | Imbalance |
AcceptedCmp5 is highly imbalanced (62.4%) | Imbalance |
AcceptedCmp1 is highly imbalanced (65.6%) | Imbalance |
AcceptedCmp2 is highly imbalanced (89.7%) | Imbalance |
Recency has 28 (1.2%) zeros | Zeros |
NumDealsPurchases has 46 (2.1%) zeros | Zeros |
NumWebPurchases has 49 (2.2%) zeros | Zeros |
NumCatalogPurchases has 586 (26.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-28 18:10:48.723719 |
|---|---|
| Analysis finished | 2023-04-28 18:11:06.913695 |
| Duration | 18.19 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Education
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| Graduation | |
|---|---|
| Post Graduate | |
| Under Graduate |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 11.605357 |
| Min length | 10 |
Characters and Unicode
| Total characters | 25996 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation |
| 4th row | Graduation |
| 5th row | Post Graduate |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1127 | |
| Post Graduate | 856 | |
| Under Graduate | 257 | 11.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1127 | |
| graduate | 1113 | |
| post | 856 | |
| under | 257 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4480 | |
| t | 3096 | |
| r | 2497 | |
| d | 2497 | |
| G | 2240 | |
| u | 2240 | |
| o | 1983 | |
| n | 1384 | 5.3% |
| e | 1370 | 5.3% |
| i | 1127 | 4.3% |
| Other values (4) | 3082 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 21530 | |
| Uppercase Letter | 3353 | 12.9% |
| Space Separator | 1113 | 4.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4480 | |
| t | 3096 | |
| r | 2497 | |
| d | 2497 | |
| u | 2240 | |
| o | 1983 | |
| n | 1384 | 6.4% |
| e | 1370 | 6.4% |
| i | 1127 | 5.2% |
| s | 856 | 4.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 2240 | |
| P | 856 | 25.5% |
| U | 257 | 7.7% |
Space Separator
| Value | Count | Frequency (%) |
| 1113 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24883 | |
| Common | 1113 | 4.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4480 | |
| t | 3096 | |
| r | 2497 | |
| d | 2497 | |
| G | 2240 | |
| u | 2240 | |
| o | 1983 | |
| n | 1384 | 5.6% |
| e | 1370 | 5.5% |
| i | 1127 | 4.5% |
| Other values (3) | 1969 |
Common
| Value | Count | Frequency (%) |
| 1113 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4480 | |
| t | 3096 | |
| r | 2497 | |
| d | 2497 | |
| G | 2240 | |
| u | 2240 | |
| o | 1983 | |
| n | 1384 | 5.3% |
| e | 1370 | 5.3% |
| i | 1127 | 4.3% |
| Other values (4) | 3082 |
Marital_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| Not Single | |
|---|---|
| Single |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 8.5785714 |
| Min length | 6 |
Characters and Unicode
| Total characters | 19216 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Not Single |
| 4th row | Not Single |
| 5th row | Not Single |
Common Values
| Value | Count | Frequency (%) |
| Not Single | 1444 | |
| Single | 796 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 2240 | |
| not | 1444 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 2240 | |
| i | 2240 | |
| n | 2240 | |
| g | 2240 | |
| l | 2240 | |
| e | 2240 | |
| N | 1444 | |
| o | 1444 | |
| t | 1444 | |
| 1444 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14088 | |
| Uppercase Letter | 3684 | 19.2% |
| Space Separator | 1444 | 7.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 2240 | |
| n | 2240 | |
| g | 2240 | |
| l | 2240 | |
| e | 2240 | |
| o | 1444 | |
| t | 1444 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2240 | |
| N | 1444 |
Space Separator
| Value | Count | Frequency (%) |
| 1444 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 17772 | |
| Common | 1444 | 7.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 2240 | |
| i | 2240 | |
| n | 2240 | |
| g | 2240 | |
| l | 2240 | |
| e | 2240 | |
| N | 1444 | |
| o | 1444 | |
| t | 1444 |
Common
| Value | Count | Frequency (%) |
| 1444 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 2240 | |
| i | 2240 | |
| n | 2240 | |
| g | 2240 | |
| l | 2240 | |
| e | 2240 | |
| N | 1444 | |
| o | 1444 | |
| t | 1444 | |
| 1444 |
Income
Real number (ℝ)
| Distinct | 1975 |
|---|---|
| Distinct (%) | 88.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52237.975 |
| Minimum | 1730 |
|---|---|
| Maximum | 666666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 19101.05 |
| Q1 | 35538.75 |
| median | 51381.5 |
| Q3 | 68289.75 |
| 95-th percentile | 83927 |
| Maximum | 666666 |
| Range | 664936 |
| Interquartile range (IQR) | 32751 |
Descriptive statistics
| Standard deviation | 25037.956 |
|---|---|
| Coefficient of variation (CV) | 0.47930563 |
| Kurtosis | 161.40014 |
| Mean | 52237.975 |
| Median Absolute Deviation (MAD) | 16409 |
| Skewness | 6.8009474 |
| Sum | 1.1701306 × 108 |
| Variance | 6.2689924 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51381.5 | 24 | 1.1% |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 37760 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 63841 | 3 | 0.1% |
| 18929 | 3 | 0.1% |
| 47025 | 3 | 0.1% |
| 34176 | 3 | 0.1% |
| 48432 | 3 | 0.1% |
| Other values (1965) | 2179 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 666666 | 1 | |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 |
Dt_Customer
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 10 | |
|---|---|
| 9 | |
| 11 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.7513393 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3923 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 11 |
|---|---|
| 2nd row | 9 |
| 3rd row | 10 |
| 4th row | 9 |
| 5th row | 9 |
Common Values
| Value | Count | Frequency (%) |
| 10 | 1189 | |
| 9 | 557 | |
| 11 | 494 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 10 | 1189 | |
| 9 | 557 | |
| 11 | 494 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2177 | |
| 0 | 1189 | |
| 9 | 557 | 14.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3923 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2177 | |
| 0 | 1189 | |
| 9 | 557 | 14.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3923 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2177 | |
| 0 | 1189 | |
| 9 | 557 | 14.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3923 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2177 | |
| 0 | 1189 | |
| 9 | 557 | 14.2% |
Recency
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.109375 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.962453 |
|---|---|
| Coefficient of variation (CV) | 0.58975405 |
| Kurtosis | -1.2018968 |
| Mean | 49.109375 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.0019866586 |
| Sum | 110005 |
| Variance | 838.82367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 30 | 32 | 1.4% |
| 54 | 32 | 1.4% |
| 46 | 31 | 1.4% |
| 92 | 30 | 1.3% |
| 49 | 30 | 1.3% |
| 65 | 30 | 1.3% |
| 3 | 29 | 1.3% |
| 29 | 29 | 1.3% |
| 71 | 29 | 1.3% |
| Other values (90) | 1931 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 27 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 17 | |
| 98 | 22 | |
| 97 | 20 | |
| 96 | 25 | |
| 95 | 19 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
NumDealsPurchases
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.325 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 46 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9322375 |
|---|---|
| Coefficient of variation (CV) | 0.83106989 |
| Kurtosis | 8.9369143 |
| Mean | 2.325 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4185694 |
| Sum | 5208 |
| Variance | 3.7335418 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 970 | |
| 2 | 497 | |
| 3 | 297 | 13.3% |
| 4 | 189 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 61 | 2.7% |
| 0 | 46 | 2.1% |
| 7 | 40 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 24 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 46 | 2.1% |
| 1 | 970 | |
| 2 | 497 | |
| 3 | 297 | 13.3% |
| 4 | 189 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 61 | 2.7% |
| 7 | 40 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 4 | 0.2% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 40 | |
| 6 | 61 | |
| 5 | 94 |
NumWebPurchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0848214 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 49 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7787141 |
|---|---|
| Coefficient of variation (CV) | 0.68025352 |
| Kurtosis | 5.7031284 |
| Mean | 4.0848214 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.3827943 |
| Sum | 9150 |
| Variance | 7.7212523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 373 | |
| 1 | 354 | |
| 3 | 336 | |
| 4 | 280 | |
| 5 | 220 | |
| 6 | 205 | |
| 7 | 155 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.3% |
| 0 | 49 | 2.2% |
| Other values (5) | 91 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 49 | 2.2% |
| 1 | 354 | |
| 2 | 373 | |
| 3 | 336 | |
| 4 | 280 | |
| 5 | 220 | |
| 6 | 205 | |
| 7 | 155 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.3% |
| Value | Count | Frequency (%) |
| 27 | 2 | 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 44 | 2.0% |
| 10 | 43 | 1.9% |
| 9 | 75 | 3.3% |
| 8 | 102 | |
| 7 | 155 | |
| 6 | 205 | |
| 5 | 220 |
NumCatalogPurchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6620536 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 586 |
| Zeros (%) | 26.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9231007 |
|---|---|
| Coefficient of variation (CV) | 1.0980623 |
| Kurtosis | 8.0474368 |
| Mean | 2.6620536 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8809888 |
| Sum | 5963 |
| Variance | 8.5445174 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 497 | |
| 2 | 276 | |
| 3 | 184 | 8.2% |
| 4 | 182 | 8.1% |
| 5 | 140 | 6.2% |
| 6 | 128 | 5.7% |
| 7 | 79 | 3.5% |
| 8 | 55 | 2.5% |
| 10 | 48 | 2.1% |
| Other values (4) | 65 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 497 | |
| 2 | 276 | |
| 3 | 184 | 8.2% |
| 4 | 182 | 8.1% |
| 5 | 140 | 6.2% |
| 6 | 128 | 5.7% |
| 7 | 79 | 3.5% |
| 8 | 55 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 19 | 0.8% |
| 10 | 48 | 2.1% |
| 9 | 42 | 1.9% |
| 8 | 55 | 2.5% |
| 7 | 79 | |
| 6 | 128 | |
| 5 | 140 | |
| 4 | 182 |
NumStorePurchases
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7901786 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 15 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2509581 |
|---|---|
| Coefficient of variation (CV) | 0.56146077 |
| Kurtosis | -0.62204828 |
| Mean | 5.7901786 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.70223729 |
| Sum | 12970 |
| Variance | 10.568729 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 490 | |
| 4 | 323 | |
| 2 | 223 | |
| 5 | 212 | |
| 6 | 178 | 7.9% |
| 8 | 149 | 6.7% |
| 7 | 143 | 6.4% |
| 10 | 125 | 5.6% |
| 9 | 106 | 4.7% |
| 12 | 105 | 4.7% |
| Other values (4) | 186 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.7% |
| 1 | 7 | 0.3% |
| 2 | 223 | |
| 3 | 490 | |
| 4 | 323 | |
| 5 | 212 | |
| 6 | 178 | 7.9% |
| 7 | 143 | 6.4% |
| 8 | 149 | 6.7% |
| 9 | 106 | 4.7% |
| Value | Count | Frequency (%) |
| 13 | 83 | 3.7% |
| 12 | 105 | 4.7% |
| 11 | 81 | 3.6% |
| 10 | 125 | 5.6% |
| 9 | 106 | 4.7% |
| 8 | 149 | |
| 7 | 143 | |
| 6 | 178 | |
| 5 | 212 | |
| 4 | 323 |
NumWebVisitsMonth
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3165179 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 11 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.426645 |
|---|---|
| Coefficient of variation (CV) | 0.45643503 |
| Kurtosis | 1.8216138 |
| Mean | 5.3165179 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.20792556 |
| Sum | 11909 |
| Variance | 5.888606 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 393 | |
| 8 | 342 | |
| 6 | 340 | |
| 5 | 281 | |
| 4 | 218 | |
| 3 | 205 | |
| 2 | 202 | |
| 1 | 153 | 6.8% |
| 9 | 83 | 3.7% |
| 0 | 11 | 0.5% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.5% |
| 1 | 153 | 6.8% |
| 2 | 202 | |
| 3 | 205 | |
| 4 | 218 | |
| 5 | 281 | |
| 6 | 340 | |
| 7 | 393 | |
| 8 | 342 | |
| 9 | 83 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 83 | 3.7% |
| 8 | 342 | |
| 7 | 393 | |
| 6 | 340 |
AcceptedCmp3
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
AcceptedCmp4
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 167 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
AcceptedCmp5
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
AcceptedCmp1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 144 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
AcceptedCmp2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Age
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.194196 |
| Minimum | 27 |
|---|---|
| Maximum | 130 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 46 |
| median | 53 |
| Q3 | 64 |
| 95-th percentile | 73 |
| Maximum | 130 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.984069 |
|---|---|
| Coefficient of variation (CV) | 0.22113197 |
| Kurtosis | 0.71746444 |
| Mean | 54.194196 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.34994386 |
| Sum | 121395 |
| Variance | 143.61792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47 | 89 | 4.0% |
| 52 | 87 | 3.9% |
| 48 | 83 | 3.7% |
| 51 | 79 | 3.5% |
| 45 | 77 | 3.4% |
| 53 | 77 | 3.4% |
| 50 | 74 | 3.3% |
| 58 | 74 | 3.3% |
| 54 | 71 | 3.2% |
| 49 | 69 | 3.1% |
| Other values (49) | 1460 |
| Value | Count | Frequency (%) |
| 27 | 2 | 0.1% |
| 28 | 5 | 0.2% |
| 29 | 3 | 0.1% |
| 30 | 5 | 0.2% |
| 31 | 13 | |
| 32 | 15 | |
| 33 | 18 | |
| 34 | 30 | |
| 35 | 29 | |
| 36 | 27 |
| Value | Count | Frequency (%) |
| 130 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 123 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 80 | 7 | |
| 79 | 7 | |
| 78 | 8 | |
| 77 | 16 | |
| 76 | 16 |
Total_Spending
Real number (ℝ)
| Distinct | 1054 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 605.79821 |
| Minimum | 5 |
|---|---|
| Maximum | 2525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 68.75 |
| median | 396 |
| Q3 | 1045.5 |
| 95-th percentile | 1772.3 |
| Maximum | 2525 |
| Range | 2520 |
| Interquartile range (IQR) | 976.75 |
Descriptive statistics
| Standard deviation | 602.24929 |
|---|---|
| Coefficient of variation (CV) | 0.99414174 |
| Kurtosis | -0.34193682 |
| Mean | 605.79821 |
| Median Absolute Deviation (MAD) | 353 |
| Skewness | 0.86084051 |
| Sum | 1356988 |
| Variance | 362704.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 46 | 19 | 0.8% |
| 22 | 18 | 0.8% |
| 57 | 16 | 0.7% |
| 44 | 15 | 0.7% |
| 55 | 15 | 0.7% |
| 48 | 14 | 0.6% |
| 20 | 14 | 0.6% |
| 43 | 14 | 0.6% |
| 37 | 14 | 0.6% |
| 38 | 14 | 0.6% |
| Other values (1044) | 2087 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 6 | 2 | 0.1% |
| 8 | 4 | 0.2% |
| 9 | 2 | 0.1% |
| 10 | 5 | |
| 11 | 5 | |
| 12 | 2 | 0.1% |
| 13 | 6 | |
| 14 | 3 | 0.1% |
| 15 | 10 |
| Value | Count | Frequency (%) |
| 2525 | 2 | |
| 2524 | 1 | |
| 2486 | 1 | |
| 2440 | 1 | |
| 2352 | 1 | |
| 2349 | 1 | |
| 2346 | 1 | |
| 2302 | 2 | |
| 2283 | 1 | |
| 2279 | 1 |
Number_of_Children
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 53 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1128 | |
| 0 | 638 | |
| 2 | 421 | 18.8% |
| 3 | 53 | 2.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1128 | |
| 0 | 638 | |
| 2 | 421 | 18.8% |
| 3 | 53 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1128 | |
| 0 | 638 | |
| 2 | 421 | 18.8% |
| 3 | 53 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1128 | |
| 0 | 638 | |
| 2 | 421 | 18.8% |
| 3 | 53 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1128 | |
| 0 | 638 | |
| 2 | 421 | 18.8% |
| 3 | 53 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1128 | |
| 0 | 638 | |
| 2 | 421 | 18.8% |
| 3 | 53 | 2.4% |
| Income | Recency | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | Age | Total_Spending | Education | Marital_Status | Dt_Customer | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Response | Number_of_Children | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | 1.000 | 0.008 | -0.193 | 0.571 | 0.788 | 0.729 | -0.640 | 0.216 | 0.847 | 0.051 | 0.000 | 0.000 | 0.000 | 0.136 | 0.447 | 0.358 | 0.068 | 0.193 | 0.303 |
| Recency | 0.008 | 1.000 | 0.008 | -0.004 | 0.031 | 0.006 | -0.022 | 0.021 | 0.020 | 0.000 | 0.047 | 0.009 | 0.044 | 0.000 | 0.000 | 0.000 | 0.034 | 0.208 | 0.038 |
| NumDealsPurchases | -0.193 | 0.008 | 1.000 | 0.284 | -0.040 | 0.100 | 0.398 | 0.087 | -0.015 | 0.000 | 0.022 | 0.145 | 0.000 | 0.051 | 0.245 | 0.164 | 0.000 | 0.096 | 0.368 |
| NumWebPurchases | 0.571 | -0.004 | 0.284 | 1.000 | 0.619 | 0.673 | -0.097 | 0.164 | 0.727 | 0.083 | 0.012 | 0.123 | 0.024 | 0.155 | 0.171 | 0.165 | 0.000 | 0.166 | 0.149 |
| NumCatalogPurchases | 0.788 | 0.031 | -0.040 | 0.619 | 1.000 | 0.709 | -0.536 | 0.179 | 0.892 | 0.064 | 0.022 | 0.052 | 0.089 | 0.192 | 0.359 | 0.314 | 0.111 | 0.219 | 0.292 |
| NumStorePurchases | 0.729 | 0.006 | 0.100 | 0.673 | 0.709 | 1.000 | -0.454 | 0.168 | 0.805 | 0.100 | 0.000 | 0.079 | 0.178 | 0.213 | 0.229 | 0.198 | 0.081 | 0.149 | 0.200 |
| NumWebVisitsMonth | -0.640 | -0.022 | 0.398 | -0.097 | -0.536 | -0.454 | 1.000 | -0.131 | -0.476 | 0.041 | 0.026 | 0.199 | 0.077 | 0.000 | 0.309 | 0.202 | 0.000 | 0.121 | 0.325 |
| Age | 0.216 | 0.021 | 0.087 | 0.164 | 0.179 | 0.168 | -0.131 | 1.000 | 0.157 | 0.147 | 0.077 | 0.000 | 0.052 | 0.043 | 0.093 | 0.054 | 0.000 | 0.000 | 0.184 |
| Total_Spending | 0.847 | 0.020 | -0.015 | 0.727 | 0.892 | 0.805 | -0.476 | 0.157 | 1.000 | 0.099 | 0.000 | 0.115 | 0.056 | 0.251 | 0.526 | 0.417 | 0.151 | 0.294 | 0.324 |
| Education | 0.051 | 0.000 | 0.000 | 0.083 | 0.064 | 0.100 | 0.041 | 0.147 | 0.099 | 1.000 | 0.000 | 0.035 | 0.000 | 0.049 | 0.036 | 0.018 | 0.000 | 0.081 | 0.034 |
| Marital_Status | 0.000 | 0.047 | 0.022 | 0.012 | 0.022 | 0.000 | 0.026 | 0.077 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.147 | 0.047 |
| Dt_Customer | 0.000 | 0.009 | 0.145 | 0.123 | 0.052 | 0.079 | 0.199 | 0.000 | 0.115 | 0.035 | 0.000 | 1.000 | 0.000 | 0.019 | 0.000 | 0.023 | 0.000 | 0.181 | 0.015 |
| AcceptedCmp3 | 0.000 | 0.044 | 0.000 | 0.024 | 0.089 | 0.178 | 0.077 | 0.052 | 0.056 | 0.000 | 0.000 | 0.000 | 1.000 | 0.073 | 0.074 | 0.089 | 0.061 | 0.251 | 0.000 |
| AcceptedCmp4 | 0.136 | 0.000 | 0.051 | 0.155 | 0.192 | 0.213 | 0.000 | 0.043 | 0.251 | 0.049 | 0.000 | 0.019 | 0.073 | 1.000 | 0.303 | 0.247 | 0.284 | 0.173 | 0.085 |
| AcceptedCmp5 | 0.447 | 0.000 | 0.245 | 0.171 | 0.359 | 0.229 | 0.309 | 0.093 | 0.526 | 0.036 | 0.000 | 0.000 | 0.074 | 0.303 | 1.000 | 0.399 | 0.213 | 0.324 | 0.347 |
| AcceptedCmp1 | 0.358 | 0.000 | 0.164 | 0.165 | 0.314 | 0.198 | 0.202 | 0.054 | 0.417 | 0.018 | 0.000 | 0.023 | 0.089 | 0.247 | 0.399 | 1.000 | 0.166 | 0.291 | 0.278 |
| AcceptedCmp2 | 0.068 | 0.034 | 0.000 | 0.000 | 0.111 | 0.081 | 0.000 | 0.000 | 0.151 | 0.000 | 0.000 | 0.000 | 0.061 | 0.284 | 0.213 | 0.166 | 1.000 | 0.163 | 0.073 |
| Response | 0.193 | 0.208 | 0.096 | 0.166 | 0.219 | 0.149 | 0.121 | 0.000 | 0.294 | 0.081 | 0.147 | 0.181 | 0.251 | 0.173 | 0.324 | 0.291 | 0.163 | 1.000 | 0.204 |
| Number_of_Children | 0.303 | 0.038 | 0.368 | 0.149 | 0.292 | 0.200 | 0.325 | 0.184 | 0.324 | 0.034 | 0.047 | 0.015 | 0.000 | 0.085 | 0.347 | 0.278 | 0.073 | 0.204 | 1.000 |
| Education | Marital_Status | Income | Dt_Customer | Recency | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Response | Age | Total_Spending | Number_of_Children | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Graduation | Single | 58138.0 | 11 | 58 | 3 | 8 | 10 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 1 | 66 | 1617 | 0 |
| 1 | Graduation | Single | 46344.0 | 9 | 38 | 2 | 1 | 1 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 69 | 27 | 2 |
| 2 | Graduation | Not Single | 71613.0 | 10 | 26 | 1 | 8 | 2 | 10 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 58 | 776 | 0 |
| 3 | Graduation | Not Single | 26646.0 | 9 | 26 | 2 | 2 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 39 | 53 | 1 |
| 4 | Post Graduate | Not Single | 58293.0 | 9 | 94 | 5 | 5 | 3 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 422 | 1 |
| 5 | Post Graduate | Not Single | 62513.0 | 10 | 16 | 2 | 6 | 4 | 10 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 56 | 716 | 1 |
| 6 | Graduation | Single | 55635.0 | 11 | 34 | 4 | 7 | 3 | 7 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 52 | 590 | 1 |
| 7 | Post Graduate | Not Single | 33454.0 | 10 | 32 | 2 | 4 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 38 | 169 | 1 |
| 8 | Post Graduate | Not Single | 30351.0 | 10 | 19 | 1 | 3 | 0 | 2 | 9 | 0 | 0 | 0 | 0 | 0 | 1 | 49 | 46 | 1 |
| 9 | Post Graduate | Not Single | 5648.0 | 9 | 68 | 1 | 1 | 0 | 0 | 20 | 1 | 0 | 0 | 0 | 0 | 0 | 73 | 49 | 2 |
| Education | Marital_Status | Income | Dt_Customer | Recency | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Response | Age | Total_Spending | Number_of_Children | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2230 | Graduation | Single | 11012.0 | 10 | 82 | 3 | 3 | 1 | 2 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 39 | 84 | 1 |
| 2231 | Post Graduate | Single | 44802.0 | 11 | 71 | 2 | 9 | 4 | 12 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 1049 | 0 |
| 2232 | Graduation | Single | 26816.0 | 11 | 50 | 1 | 0 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 37 | 22 | 0 |
| 2233 | Graduation | Not Single | 666666.0 | 10 | 23 | 4 | 3 | 1 | 3 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 46 | 62 | 1 |
| 2234 | Graduation | Not Single | 34421.0 | 10 | 81 | 1 | 1 | 0 | 2 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 49 | 30 | 1 |
| 2235 | Graduation | Not Single | 61223.0 | 10 | 46 | 2 | 9 | 3 | 4 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 56 | 1341 | 1 |
| 2236 | Post Graduate | Not Single | 64014.0 | 9 | 56 | 7 | 8 | 2 | 5 | 7 | 0 | 0 | 0 | 1 | 0 | 0 | 77 | 444 | 3 |
| 2237 | Graduation | Single | 56981.0 | 9 | 91 | 1 | 2 | 3 | 13 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 42 | 1241 | 0 |
| 2238 | Post Graduate | Not Single | 69245.0 | 9 | 8 | 2 | 6 | 5 | 10 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 67 | 843 | 1 |
| 2239 | Post Graduate | Not Single | 52869.0 | 11 | 40 | 3 | 3 | 1 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 1 | 69 | 172 | 2 |
Most frequently occurring
| Education | Marital_Status | Income | Dt_Customer | Recency | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Response | Age | Total_Spending | Number_of_Children | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Graduation | Not Single | 18690.0 | 11 | 77 | 1 | 1 | 1 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 64 | 60 | 0 | 3 |
| 1 | Graduation | Not Single | 18929.0 | 10 | 15 | 1 | 1 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 33 | 85 | 0 | 3 |
| 24 | Graduation | Not Single | 39922.0 | 10 | 30 | 2 | 3 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 40 | 156 | 1 | 3 |
| 44 | Graduation | Not Single | 67445.0 | 11 | 63 | 5 | 9 | 6 | 12 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 49 | 1174 | 1 | 3 |
| 58 | Graduation | Not Single | 83844.0 | 10 | 57 | 1 | 4 | 4 | 11 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 71 | 1574 | 0 | 3 |
| 150 | Post Graduate | Single | 63841.0 | 10 | 64 | 1 | 9 | 3 | 9 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 908 | 1 | 3 |
| 2 | Graduation | Not Single | 19986.0 | 10 | 74 | 1 | 0 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 38 | 22 | 1 | 2 |
| 3 | Graduation | Not Single | 21994.0 | 11 | 4 | 1 | 0 | 0 | 3 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 66 | 22 | 1 | 2 |
| 4 | Graduation | Not Single | 22419.0 | 10 | 74 | 1 | 3 | 2 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 60 | 162 | 0 | 2 |
| 5 | Graduation | Not Single | 22574.0 | 10 | 28 | 2 | 2 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 56 | 37 | 3 | 2 |